{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>waiting</th>\n",
       "      <th>kind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.6</td>\n",
       "      <td>79</td>\n",
       "      <td>long</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.8</td>\n",
       "      <td>54</td>\n",
       "      <td>short</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   duration  waiting   kind\n",
       "0       3.6       79   long\n",
       "1       1.8       54  short"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# seaborn provides some builtin datasets. We will use geyser dataset today\n",
    "# to explore more try this 👉 print(sns.get_dataset_names())\n",
    "geyser = sns.load_dataset('geyser')\n",
    "geyser.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Bivariate kde plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='waiting', ylabel='duration'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Today we see three different ways to visualise the data and how to interpret the results\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
    "\n",
    "# Along the contours probability density remains same\n",
    "sns.kdeplot(ax = axes[0], data=geyser, x=\"waiting\", y=\"duration\", hue=\"kind\")\n",
    "\n",
    "# Darker the colour, more is the probability density\n",
    "sns.kdeplot(ax=axes[1], data=geyser, x=\"waiting\", y=\"duration\", hue=\"kind\", fill=True,)\n",
    "\n",
    "# Brighter the intensity, more is the probability density\n",
    "sns.kdeplot(ax = axes[2], data=geyser, x=\"waiting\", y=\"duration\", fill=True, thresh=0, levels=100, cmap=\"mako\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Hope you enjoyed reading!! 📖\n",
    "#### ❇️ Follow me for more tutorials like this!! 🙌 \n",
    "#### ❇️ Cheers!! 🍻 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
